{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4123b066",
   "metadata": {},
   "source": [
    "# 数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8ad84b42",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f661dcc",
   "metadata": {},
   "source": [
    "* 请求方法：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8701f1bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6ee38d08",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":\"050020\",\n",
    "            \"dq\":\"050020\",\n",
    "            \"pubTime\":\"\",\n",
    "            \"currentPage\":\"0\",\n",
    "            \"pageSize\":40,\n",
    "            \"key\":\"产品经理\",\n",
    "            \"suggestTag\":\"\",\n",
    "            \"workYearCode\":\"1$3\",\n",
    "            \"compId\":\"\",\n",
    "            \"compName\":\"\",\n",
    "            \"compTag\":\"\",\n",
    "            \"industry\":\"\",\n",
    "            \"salary\":\"\",\n",
    "            \"jobKind\":\"\",\n",
    "            \"compScale\":\"\",\n",
    "            \"compKind\":\"\",\n",
    "            \"compStage\":\"\",\n",
    "            \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"z0bz071flsw02izwxhy5b8jue7eee7y8\",\n",
    "            \"fkId\":\"8dvrtmhirdk3wdbhone8thq8dntxfy98\",\n",
    "            \"ckId\":\"v36hi812yao8dawkkai2vuvv06nq2d0b\",\n",
    "            \"suggest\":None\n",
    "        }\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2ac4c247",
   "metadata": {},
   "outputs": [],
   "source": [
    "# headers = {\n",
    "#     'User-Agent':\"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36\"\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a905cfa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '490',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': 'Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b031e274",
   "metadata": {},
   "source": [
    "* json.dumps 把python当中的字典转换成json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a96b2380",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9c5bb236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '550', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': 'Windows\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=¤tPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1$3&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=8dvrtmhirdk3wdbhone8thq8dntxfy98&scene=condition&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=8dvrtmhirdk3wdbhone8thq8dntxfy98&sfrom=search_job_pc&suggestId=\"', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'cf1da507-19a3-480f-b7e5-c649f6f5432c', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'jFbKBscGQu-Qqzq9Ues4pQ'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0c880504",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6a98112a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2258002363%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '62946d5979452e421251b7f707u.png',\n",
       "      'compName': '广州愚记贸易有限公司',\n",
       "      'compId': 9720899,\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/9720899/',\n",
       "      'compIndustry': '批发/零售'},\n",
       "     'job': {'labels': ['产品开发', '产品规划', '产品运营'],\n",
       "      'salary': '10-15k·13薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '58002363',\n",
       "      'refreshTime': '20230421104505',\n",
       "      'title': '电商产品经理',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'link': 'https://www.liepin.com/job/1958002363.shtml',\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'e478580dede58f33b410edb79f6d12d0',\n",
       "      'chatted': False,\n",
       "      'imId': '561ff6e28a2e9cb4aa6795a3148228ff',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imId\":\"561ff6e28a2e9cb4aa6795a3148228ff\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"e478580dede58f33b410edb79f6d12d0\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2257784639%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '5bfe910574719d35745abfa303a.png',\n",
       "      'compName': '3M中国',\n",
       "      'compId': 7864451,\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7864451/',\n",
       "      'compIndustry': '化工'},\n",
       "     'job': {'labels': ['牙齿正畸'],\n",
       "      'salary': '10-14k·14薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': True,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '57784639',\n",
       "      'refreshTime': '20230424171340',\n",
       "      'title': '客户经理--齿科正畸产品',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'link': 'https://www.liepin.com/job/1957784639.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '徐女士',\n",
       "      'recruiterTitle': 'recruiting manager',\n",
       "      'recruiterId': 'f51c1d2e9c63ee702eb20f824463cbc5',\n",
       "      'chatted': False,\n",
       "      'imId': '7bcd6f67675b9b1f6042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5d639dabd0718579c6ce8cec04u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"徐女士\",\"jobId\":\"57784639\",\"imId\":\"7bcd6f67675b9b1f6042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"f51c1d2e9c63ee702eb20f824463cbc5\",\"recruiterPhoto\":\"5d639dabd0718579c6ce8cec04u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2257157157%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '港股上市',\n",
       "      'compLogo': '5bfe916674719d35745ad29703a.png',\n",
       "      'compName': '康方生物',\n",
       "      'compId': 8275623,\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/8275623/',\n",
       "      'compIndustry': '制药'},\n",
       "     'job': {'labels': ['泌尿外科'],\n",
       "      'salary': '25-30k·14薪',\n",
       "      'dq': '广州-越秀区',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '57157157',\n",
       "      'refreshTime': '20230321153342',\n",
       "      'title': '医药产品经理',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'link': 'https://www.liepin.com/job/1957157157.shtml',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '高级医学信息沟通专员',\n",
       "      'recruiterId': '22ab2b1a88769c3259935c280d474240',\n",
       "      'chatted': False,\n",
       "      'imId': 'd4cc4bca17cae276aefc9b4a2bd8879c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2245177357%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型快消品公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '日化'},\n",
       "     'job': {'labels': ['市场营销', '产品管理', '产品开发'],\n",
       "      'salary': '25-30k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '45177357',\n",
       "      'refreshTime': '20230425100131',\n",
       "      'title': ' Product Manager ',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'link': 'https://www.liepin.com/a/45177357.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '47227c6fbfcd952686963be95b15422d',\n",
       "      'chatted': False,\n",
       "      'imId': '9cfdabc8878349689809d03804875792',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'},\n",
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       "     'job': {'labels': ['广告产品',\n",
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       "     'recruiter': {'recruiterName': '文饶',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'ba92c288ac646d9975818ed14bd0d05e',\n",
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       "      'imId': '7d9de10d9f7b0a9c9941166e65ebdb6f',\n",
       "      'imUserType': '2',\n",
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       "     'dataParams': '{\"recruiterName\":\"文饶\",\"jobId\":\"48652943\",\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"ba92c288ac646d9975818ed14bd0d05e\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244668403%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': ['工具产品'],\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '44668403',\n",
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       "      'title': '家居-产品经理',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'link': 'https://www.liepin.com/a/44668403.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244668045%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': ['工具产品'],\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '44668045',\n",
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       "      'title': '照明-产品经理',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'link': 'https://www.liepin.com/a/44668045.shtml',\n",
       "      'requireEduLevel': '本科及以上',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2256099491%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '61a5bb22f96ca95918aa2e9206u.png',\n",
       "      'compName': '广东森宝文化实业有限公司',\n",
       "      'compId': 13001749,\n",
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       "      'link': 'https://www.liepin.com/company/13001749/',\n",
       "      'compIndustry': '工艺品'},\n",
       "     'job': {'labels': ['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发'],\n",
       "      'salary': '12-15k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '56099491',\n",
       "      'refreshTime': '20230214160846',\n",
       "      'title': '产品经理',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'link': 'https://www.liepin.com/job/1956099491.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人力行政实习生',\n",
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       "      'imUserType': '2',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2246355485%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea0bd74719d2aa34c05b003a.png',\n",
       "      'compName': '广州天迅网络科技有限公司',\n",
       "      'compId': 9257569,\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9257569/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'job': {'labels': ['工具产品', 'IT互联网', '产品设计', '原型设计', '产品规划', '用户研究'],\n",
       "      'salary': '8-13k',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '46355485',\n",
       "      'refreshTime': '20221125094722',\n",
       "      'title': '产品经理',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'link': 'https://www.liepin.com/job/1946355485.shtml',\n",
       "      'requireEduLevel': '大专',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '人力资源负责人',\n",
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       "      'imUserType': '2',\n",
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       "     'dataParams': '{\"recruiterName\":\"陈女士\",\"jobId\":\"46355485\",\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"1cb765d37bd0684eff1ae1f928339e0b\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2243004537%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州大型互联网公司',\n",
       "      'compScale': '1000-2000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '互联网'},\n",
       "     'job': {'labels': ['NFC', '一卡通'],\n",
       "      'salary': '20-30k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '43004537',\n",
       "      'refreshTime': '20230131145853',\n",
       "      'title': '产品经理',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'link': 'https://www.liepin.com/a/43004537.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '秦先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "      'imUserType': '2',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244668245%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '其他',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州电子商务公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': '',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': ['工具产品'],\n",
       "      'salary': '15-24k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '44668245',\n",
       "      'refreshTime': '20230323102443',\n",
       "      'title': '充电-产品经理',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'link': 'https://www.liepin.com/a/44668245.shtml',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '0dfca8bd388cf67f1995baa6429364e4',\n",
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       "      'compName': '某广州医疗设备上市公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': '',\n",
       "      'compIndustry': '医疗器械'},\n",
       "     'job': {'labels': [],\n",
       "      'salary': '30-50k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'jobId': '44296619',\n",
       "      'refreshTime': '20230310203843',\n",
       "      'title': '心血管产品线总经理',\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'link': 'https://www.liepin.com/a/44296619.shtml',\n",
       "      'requireEduLevel': '硕士及以上',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2245039771%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "      'link': 'https://www.liepin.com/a/45039771.shtml',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2241293593%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244638211%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "     'job': {'labels': ['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析'],\n",
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       "     'job': {'labels': ['电子商务',\n",
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       "       '欧美风格',\n",
       "       '轻奢风格',\n",
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       "      'chatted': False,\n",
       "      'imId': '207c380fb07ddad3e7b657921b02bb93',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"林女士\",\"jobId\":\"54094527\",\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"bfc28207e2f1179886f470d24295fcbf\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2256928029%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '5bfea2fc74719d2aa34c73fb03a.png',\n",
       "      'compName': '广东亿迅科技有限公司',\n",
       "      'compId': 552933,\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/552933/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'job': {'labels': ['云网编排', '电信'],\n",
       "      'salary': '12-25k',\n",
       "      'dq': '广州-天河区',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '56928029',\n",
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       "      'title': '产品经理',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'link': 'https://www.liepin.com/job/1956928029.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘管理',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244316525%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': 'A轮',\n",
       "      'compLogo': '60d97ac1208b48306211569801u.png',\n",
       "      'compName': '千里眼(广州)人工智能科技有限公司',\n",
       "      'compId': 12155019,\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/12155019/',\n",
       "      'compIndustry': '人工智能'},\n",
       "     'job': {'labels': ['产品设计', '需求分析'],\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '44316525',\n",
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       "      'title': '产品经理',\n",
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       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'link': 'https://www.liepin.com/job/1944316525.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '行政专员',\n",
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       "      'imUserType': '2',\n",
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       "     'dataParams': '{\"recruiterName\":\"朱女士\",\"jobId\":\"44316525\",\"imId\":\"fc94b91b540b7f07cde5ca55a88b4d39\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"d23bfd561d4618fd321935c5956f05c6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2244961783%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '不需要融资',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某上海大型专业服务公司',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': '',\n",
       "      'compIndustry': '人力资源服务'},\n",
       "     'job': {'labels': ['AI人工智能产品',\n",
       "       '机器学习',\n",
       "       '深度学习',\n",
       "       '人工智能',\n",
       "       '人工智能领域',\n",
       "       'AI',\n",
       "       '算法/AI编程',\n",
       "       '推荐算法'],\n",
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       "      'dq': '广州-白云区',\n",
       "      'topJob': False,\n",
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       "      'title': 'AI应用产品经理（广州总部）# 90M0115489',\n",
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       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
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       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2256773475%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '5bfea60174719d2aa34cf03003a.png',\n",
       "      'compName': '浦发银行',\n",
       "      'compId': 8790445,\n",
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       "      'link': 'https://www.liepin.com/company/8790445/',\n",
       "      'compIndustry': '银行'},\n",
       "     'job': {'labels': [],\n",
       "      'salary': '15-30k',\n",
       "      'dq': '广州-天河区',\n",
       "      'topJob': False,\n",
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       "      'h5OuterLink': '',\n",
       "      'jobId': '56773475',\n",
       "      'refreshTime': '20230308105217',\n",
       "      'title': '代客代理中心产品经理岗（衍生品交易产品经理）',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'link': 'https://www.liepin.com/job/1956773475.shtml',\n",
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       "      'recruiterTitle': '人力资源部',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2254170607%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': 'B轮',\n",
       "      'compLogo': '62eb718e29badd322a14498d03u.png',\n",
       "      'compName': 'LINSY 林氏',\n",
       "      'compId': 8134400,\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/8134400/',\n",
       "      'compIndustry': '电子商务'},\n",
       "     'job': {'labels': [],\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '54170607',\n",
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       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
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       "      'recruiterTitle': '高级招聘bp',\n",
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       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2241290327%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compLogo': '635f3558bc4bee6f5c71877b04u.png',\n",
       "      'compName': '数字广东',\n",
       "      'compId': 9541320,\n",
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       "      'link': 'https://www.liepin.com/company/9541320/',\n",
       "      'compIndustry': '互联网'},\n",
       "     'job': {'labels': ['IT互联网', '用户研究', '市场调研'],\n",
       "      'salary': '18-28k·16薪',\n",
       "      'dq': '广州',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '41290327',\n",
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       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某国内大型食品/饮料/酒水公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': '',\n",
       "      'compIndustry': '食品/饮料/酒水'},\n",
       "     'job': {'labels': ['AI人工智能产品', 'IT互联网', '电子商务', '批发/零售'],\n",
       "      'salary': '15-22k·13薪',\n",
       "      'dq': '广州',\n",
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       "      'jobId': '45394213',\n",
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       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '57700793',\n",
       "      'refreshTime': '20230411142554',\n",
       "      'title': '产品经理（数字化） (MJ001940)',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'link': 'https://www.liepin.com/job/1957700793.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '屈女士',\n",
       "      'recruiterTitle': '人力资源专员',\n",
       "      'recruiterId': 'd240723b0e912c8397fdbbeae47fcb1b',\n",
       "      'chatted': False,\n",
       "      'imId': 'ae4d6cfa4ade940c9b424d05e277c733',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"屈女士\",\"jobId\":\"57700793\",\"imId\":\"ae4d6cfa4ade940c9b424d05e277c733\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"d240723b0e912c8397fdbbeae47fcb1b\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22z0bz071flsw02izwxhy5b8jue7eee7y8%22%2C%22fkId%22%3A%22v36hi812yao8dawkkai2vuvv06nq2d0b%22%2C%22jobId%22%3A%2257515707%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州智都投资控股集团有限公司',\n",
       "      'compId': 13183547,\n",
       "      'compScale': '50-99人',\n",
       "      'link': 'https://www.liepin.com/company/13183547/',\n",
       "      'compIndustry': '其他商务服务业'},\n",
       "     'job': {'labels': [],\n",
       "      'salary': '10-20k',\n",
       "      'dq': '广州-花都区',\n",
       "      'topJob': False,\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobId': '57515707',\n",
       "      'refreshTime': '20230418091105',\n",
       "      'title': '广花融资担保公司（筹）产品经理',\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=z0bz071flsw02izwxhy5b8jue7eee7y8&fkId=v36hi812yao8dawkkai2vuvv06nq2d0b&ckId=v36hi812yao8dawkkai2vuvv06nq2d0b&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'link': 'https://www.liepin.com/job/1957515707.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'requireWorkYears': '1-3年'},\n",
       "     'recruiter': {'recruiterName': '齐女士',\n",
       "      'recruiterTitle': '人力资源经理/主管',\n",
       "      'recruiterId': '9224e21535a0770f9d45710a02ad2182',\n",
       "      'chatted': False,\n",
       "      'imId': '2e2678cb5cd647bb7ea58b95d93937d7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataParams': '{\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"9224e21535a0770f9d45710a02ad2182\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 801,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'v36hi812yao8dawkkai2vuvv06nq2d0b',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'z0bz071flsw02izwxhy5b8jue7eee7y8',\n",
       "   'fkId': 'v36hi812yao8dawkkai2vuvv06nq2d0b'}}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4a31dd33",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1cb89112",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...</td>\n",
       "      <td>62946d5979452e421251b7f707u.png</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>9720899.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>False</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"57784639\",\"imI...</td>\n",
       "      <td>5bfe910574719d35745abfa303a.png</td>\n",
       "      <td>3M中国</td>\n",
       "      <td>7864451.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7864451/</td>\n",
       "      <td>化工</td>\n",
       "      <td>[牙齿正畸]</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>recruiting manager</td>\n",
       "      <td>f51c1d2e9c63ee702eb20f824463cbc5</td>\n",
       "      <td>False</td>\n",
       "      <td>7bcd6f67675b9b1f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5d639dabd0718579c6ce8cec04u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imI...</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>False</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>False</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"40053971\",\"imI...</td>\n",
       "      <td>6441ff67c063625b1d3bc6c104u.png</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>False</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"方女士\",\"jobId\":\"57565197\",\"imI...</td>\n",
       "      <td>64464ce8f14c1769ed8f0a7403u.png</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>方女士</td>\n",
       "      <td>高级人力资源经理</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>False</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"庞先生\",\"jobId\":\"42213621\",\"imI...</td>\n",
       "      <td>60f0012c66b5e17b60aa022905u.png</td>\n",
       "      <td>一品红</td>\n",
       "      <td>8788514.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8788514/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>12-21k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>庞先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>cb4f864075f8397e2ebcc61831f46d45</td>\n",
       "      <td>False</td>\n",
       "      <td>883cd419b3e5fda8befa578784e31c32</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"谭先生\",\"jobId\":\"57310499\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>态创生物</td>\n",
       "      <td>13113895.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13113895/</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>[生物科技]</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>谭先生</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>42d729da7b77447d94ee8f73bffdc0cd</td>\n",
       "      <td>False</td>\n",
       "      <td>f7db13688dbb016edf514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>6423908b3bc4c916d465997108u.png</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"57485259\",\"imI...</td>\n",
       "      <td>59b6035970324a7f8c9d651306a.jpg</td>\n",
       "      <td>租租车</td>\n",
       "      <td>8082331.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8082331/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[旅游产品, to C, OTA, 英文]</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源主管</td>\n",
       "      <td>3fcd2f12b166bad5fdacd2bbba7fbaf4</td>\n",
       "      <td>False</td>\n",
       "      <td>771cd76556a28fdf9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"文饶\",\"jobId\":\"48652943\",\"imId...</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>[广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>文饶</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>ba92c288ac646d9975818ed14bd0d05e</td>\n",
       "      <td>False</td>\n",
       "      <td>7d9de10d9f7b0a9c9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"44668403\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"44668045\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"56099491\",\"imI...</td>\n",
       "      <td>61a5bb22f96ca95918aa2e9206u.png</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>13001749.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>[需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人力行政实习生</td>\n",
       "      <td>93dd604f1509212fa3eb4df9e13b6d62</td>\n",
       "      <td>False</td>\n",
       "      <td>4dd9c611f28fb31268c56fcc9b2af6cb</td>\n",
       "      <td>2</td>\n",
       "      <td>63ec2b240a1ead27bd40dc1505u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"46355485\",\"imI...</td>\n",
       "      <td>5bfea0bd74719d2aa34c05b003a.png</td>\n",
       "      <td>广州天迅网络科技有限公司</td>\n",
       "      <td>9257569.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9257569/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]</td>\n",
       "      <td>8-13k</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源负责人</td>\n",
       "      <td>1cb765d37bd0684eff1ae1f928339e0b</td>\n",
       "      <td>False</td>\n",
       "      <td>612d2e8328d1f75dfdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"秦先生\",\"jobId\":\"43004537\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>[NFC, 一卡通]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>秦先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>2811825ea5bfeb820b7c63a6104db6fb</td>\n",
       "      <td>False</td>\n",
       "      <td>c19a3d02ddef3222e70dc0cfcb4da503</td>\n",
       "      <td>2</td>\n",
       "      <td>625e156c9acaf0067ad22cbb08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"44668245\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>...</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>False</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"44296619\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1f85cb9fa2d342ded02e1a3cb9420619</td>\n",
       "      <td>False</td>\n",
       "      <td>aff648644d2a1229fa1c74c9d557610b</td>\n",
       "      <td>2</td>\n",
       "      <td>6246e8b3bc8c77795d23422d03u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"45039771\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型知名家具/家居公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>[产品经理, MCS系统, B2B报价系统]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>565849ded1b9b95e377539f79c05e41c</td>\n",
       "      <td>False</td>\n",
       "      <td>9f14288df001c0c215bfaefec8d20490</td>\n",
       "      <td>2</td>\n",
       "      <td>5d541bac4ebeb1284dfb924f06u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"41293593\",\"imI...</td>\n",
       "      <td>60f919edecacff0bd07ea1c308u.jpg</td>\n",
       "      <td>卓术信息</td>\n",
       "      <td>9249321.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9249321/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>广州卓术信息科技有限公司</td>\n",
       "      <td>41a7ab5db2267b7a7086e5281ecdcd6d</td>\n",
       "      <td>False</td>\n",
       "      <td>abdc4a6288cb408c67afc08fad36a30d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"44638211\",\"imI...</td>\n",
       "      <td>5fd9ac8a1721db2a11d6bfe501u.png</td>\n",
       "      <td>亮健集团</td>\n",
       "      <td>8947527.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8947527/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[产品设计, axure, visio, xmind, erp, 需求分析]</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>李女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>d065b1daa7bcb84ae6c40ac9e0b1d9fc</td>\n",
       "      <td>False</td>\n",
       "      <td>a7c1274d81ffbd5c8fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"46557423\",\"imI...</td>\n",
       "      <td>60646aae992c4240ea9983b905u.png</td>\n",
       "      <td>爆米科技</td>\n",
       "      <td>10239197.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/10239197/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>a2d2354bf657634e4912f8ab59d2cc03</td>\n",
       "      <td>False</td>\n",
       "      <td>b9f180babb88d8c1d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"康女士\",\"jobId\":\"55540905\",\"imI...</td>\n",
       "      <td>5de9b7cf276e4871f4155d2a08u.jpg</td>\n",
       "      <td>至真信息</td>\n",
       "      <td>8835306.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8835306/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[工具产品, 移动端产品]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>康女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>626782c0f12b3069230926edcca89924</td>\n",
       "      <td>False</td>\n",
       "      <td>419e123d9f6bdaed6dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>5de9b8bfcd52473b94f2fba308u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobId\":\"41342655\",\"imI...</td>\n",
       "      <td>624a9b1378302f2c469582d607u.png</td>\n",
       "      <td>广州乐牛游戏</td>\n",
       "      <td>8166526.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8166526/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>[]</td>\n",
       "      <td>8-15k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0042dacfb48178e98761eb2ffb64e351</td>\n",
       "      <td>False</td>\n",
       "      <td>03e8d37d540f7aacac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobId\":\"54094527\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>林女士</td>\n",
       "      <td></td>\n",
       "      <td>bfc28207e2f1179886f470d24295fcbf</td>\n",
       "      <td>False</td>\n",
       "      <td>207c380fb07ddad3e7b657921b02bb93</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"56928029\",\"imI...</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[云网编排, 电信]</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘管理</td>\n",
       "      <td>08e4b7710d87386c452b3baea68b57ec</td>\n",
       "      <td>False</td>\n",
       "      <td>69dd5aa7404662acbf1edd1f3249a09c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobId\":\"44316525\",\"imI...</td>\n",
       "      <td>60d97ac1208b48306211569801u.png</td>\n",
       "      <td>千里眼(广州)人工智能科技有限公司</td>\n",
       "      <td>12155019.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12155019/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>[产品设计, 需求分析]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>d23bfd561d4618fd321935c5956f05c6</td>\n",
       "      <td>False</td>\n",
       "      <td>fc94b91b540b7f07cde5ca55a88b4d39</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobId\":\"44961783\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某上海大型专业服务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>[AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...</td>\n",
       "      <td>17-22k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>650041927c39da8d4d33c7d4c3febfb0</td>\n",
       "      <td>False</td>\n",
       "      <td>4599fb70152beed2e89ee1fba507436c</td>\n",
       "      <td>2</td>\n",
       "      <td>6307358dfcd8e70344dcd0aa02u.jpeg</td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"56773475\",\"imI...</td>\n",
       "      <td>5bfea60174719d2aa34cf03003a.png</td>\n",
       "      <td>浦发银行</td>\n",
       "      <td>8790445.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8790445/</td>\n",
       "      <td>银行</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源部</td>\n",
       "      <td>f3b6bdf2ce40fc5ff3a020d01df02f01</td>\n",
       "      <td>False</td>\n",
       "      <td>a6ecbb8d620b5506c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobId\":\"54170607\",\"imI...</td>\n",
       "      <td>62eb718e29badd322a14498d03u.png</td>\n",
       "      <td>LINSY 林氏</td>\n",
       "      <td>8134400.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/8134400/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>高级招聘bp</td>\n",
       "      <td>22196dddc475ff27dbf195b55ab30d93</td>\n",
       "      <td>False</td>\n",
       "      <td>fba4b11d39f91cd7cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"41290327\",\"imI...</td>\n",
       "      <td>635f3558bc4bee6f5c71877b04u.png</td>\n",
       "      <td>数字广东</td>\n",
       "      <td>9541320.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/9541320/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>[IT互联网, 用户研究, 市场调研]</td>\n",
       "      <td>18-28k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>3c7809eade2bdcbf731b0e7b4e6639e3</td>\n",
       "      <td>False</td>\n",
       "      <td>a3f8d3fcd35211590eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"曹先生\",\"jobId\":\"45394213\",\"imI...</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型食品/饮料/酒水公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>[AI人工智能产品, IT互联网, 电子商务, 批发/零售]</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>曹先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>bc5aeb6fbe53ec20a08be7d47ba8d3cf</td>\n",
       "      <td>False</td>\n",
       "      <td>1ea5a0993d3cd147540202c0778f1521</td>\n",
       "      <td>2</td>\n",
       "      <td>643de937ffcb574c11fc7efa02u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"邓女士\",\"jobId\":\"52410465\",\"imI...</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>邓女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>42a2c62bf934a3d99dabcf9dd14166d8</td>\n",
       "      <td>False</td>\n",
       "      <td>34bca69415136074d2e7a31c096a5fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"56963329\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广东南粤云视科技有限公司</td>\n",
       "      <td>12258925.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12258925/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>[广电行业, 大B端, 售前技术支持, 解决方案]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>203c2af18445f220d3d49f48cd931310</td>\n",
       "      <td>False</td>\n",
       "      <td>0b64dd773d32df38485f40b921d561e1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"高女士\",\"jobId\":\"56740055\",\"imI...</td>\n",
       "      <td>64141391806a31252e26f21803u.png</td>\n",
       "      <td>法拉达集团</td>\n",
       "      <td>12727549.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/12727549/</td>\n",
       "      <td>汽车零部件及配件</td>\n",
       "      <td>[汽车行业, 竞品分析, 产品规划, 团队管理, 市场调研]</td>\n",
       "      <td>12-16k</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>高女士</td>\n",
       "      <td></td>\n",
       "      <td>2c2d9749c6055414331aa67c6f17f0ea</td>\n",
       "      <td>False</td>\n",
       "      <td>c8bd9abf943f92a1cde5ca55a88b4d39</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"imI...</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>13297665.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>e36552938188a1aad74c93eafadb8eb7</td>\n",
       "      <td>False</td>\n",
       "      <td>ae28de7e05e365ec4905a3841e4dc3ea</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"57365497\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州交易所集团有限公司</td>\n",
       "      <td>13126133.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13126133/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>[交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...</td>\n",
       "      <td>10-16k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>54cbd070baed9f4ed723ded599efb12c</td>\n",
       "      <td>False</td>\n",
       "      <td>a2afe536821a6213835da8f121f93219</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"何女士\",\"jobId\":\"49951073\",\"imI...</td>\n",
       "      <td>58e712317032d65ebc55a8ea05a.jpg</td>\n",
       "      <td>广东金朋科技有限公司</td>\n",
       "      <td>8306654.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8306654/</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>[计算机软件, IT互联网, 产品设计, 移动端产品, 产品规划, 交互设计, 原型设计]</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>何女士</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>a420e7b8656078a5fda650f26cc8a64e</td>\n",
       "      <td>False</td>\n",
       "      <td>788ad4c44fc46bc0ac4acac916df0e35</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"屈女士\",\"jobId\":\"57700793\",\"imI...</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>8547388.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>[交互设计, Axure, 用户研究]</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>屈女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>d240723b0e912c8397fdbbeae47fcb1b</td>\n",
       "      <td>False</td>\n",
       "      <td>ae4d6cfa4ade940c9b424d05e277c733</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imI...</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州智都投资控股集团有限公司</td>\n",
       "      <td>13183547.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13183547/</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>齐女士</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>9224e21535a0770f9d45710a02ad2182</td>\n",
       "      <td>False</td>\n",
       "      <td>2e2678cb5cd647bb7ea58b95d93937d7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...   \n",
       "1   {\"recruiterName\":\"徐女士\",\"jobId\":\"57784639\",\"imI...   \n",
       "2   {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"imI...   \n",
       "3   {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"imI...   \n",
       "4   {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"imI...   \n",
       "5   {\"recruiterName\":\"徐女士\",\"jobId\":\"40053971\",\"imI...   \n",
       "6   {\"recruiterName\":\"方女士\",\"jobId\":\"57565197\",\"imI...   \n",
       "7   {\"recruiterName\":\"庞先生\",\"jobId\":\"42213621\",\"imI...   \n",
       "8   {\"recruiterName\":\"谭先生\",\"jobId\":\"57310499\",\"imI...   \n",
       "9   {\"recruiterName\":\"梁女士\",\"jobId\":\"57485259\",\"imI...   \n",
       "10  {\"recruiterName\":\"文饶\",\"jobId\":\"48652943\",\"imId...   \n",
       "11  {\"recruiterName\":\"张女士\",\"jobId\":\"44668403\",\"imI...   \n",
       "12  {\"recruiterName\":\"张女士\",\"jobId\":\"44668045\",\"imI...   \n",
       "13  {\"recruiterName\":\"黄女士\",\"jobId\":\"56099491\",\"imI...   \n",
       "14  {\"recruiterName\":\"陈女士\",\"jobId\":\"46355485\",\"imI...   \n",
       "15  {\"recruiterName\":\"秦先生\",\"jobId\":\"43004537\",\"imI...   \n",
       "16  {\"recruiterName\":\"张女士\",\"jobId\":\"44668245\",\"imI...   \n",
       "17  {\"recruiterName\":\"王女士\",\"jobId\":\"44296619\",\"imI...   \n",
       "18  {\"recruiterName\":\"王女士\",\"jobId\":\"45039771\",\"imI...   \n",
       "19  {\"recruiterName\":\"陈女士\",\"jobId\":\"41293593\",\"imI...   \n",
       "20  {\"recruiterName\":\"李女士\",\"jobId\":\"44638211\",\"imI...   \n",
       "21  {\"recruiterName\":\"梁女士\",\"jobId\":\"46557423\",\"imI...   \n",
       "22  {\"recruiterName\":\"康女士\",\"jobId\":\"55540905\",\"imI...   \n",
       "23  {\"recruiterName\":\"吴女士\",\"jobId\":\"41342655\",\"imI...   \n",
       "24  {\"recruiterName\":\"林女士\",\"jobId\":\"54094527\",\"imI...   \n",
       "25  {\"recruiterName\":\"张女士\",\"jobId\":\"56928029\",\"imI...   \n",
       "26  {\"recruiterName\":\"朱女士\",\"jobId\":\"44316525\",\"imI...   \n",
       "27  {\"recruiterName\":\"刘先生\",\"jobId\":\"44961783\",\"imI...   \n",
       "28  {\"recruiterName\":\"陈女士\",\"jobId\":\"56773475\",\"imI...   \n",
       "29  {\"recruiterName\":\"郑女士\",\"jobId\":\"54170607\",\"imI...   \n",
       "30  {\"recruiterName\":\"刘女士\",\"jobId\":\"41290327\",\"imI...   \n",
       "31  {\"recruiterName\":\"曹先生\",\"jobId\":\"45394213\",\"imI...   \n",
       "32  {\"recruiterName\":\"邓女士\",\"jobId\":\"52410465\",\"imI...   \n",
       "33  {\"recruiterName\":\"梁女士\",\"jobId\":\"56963329\",\"imI...   \n",
       "34  {\"recruiterName\":\"高女士\",\"jobId\":\"56740055\",\"imI...   \n",
       "35  {\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"imI...   \n",
       "36  {\"recruiterName\":\"陈女士\",\"jobId\":\"57365497\",\"imI...   \n",
       "37  {\"recruiterName\":\"何女士\",\"jobId\":\"49951073\",\"imI...   \n",
       "38  {\"recruiterName\":\"屈女士\",\"jobId\":\"57700793\",\"imI...   \n",
       "39  {\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imI...   \n",
       "\n",
       "                      comp.compLogo      comp.compName  comp.compId  \\\n",
       "0   62946d5979452e421251b7f707u.png         广州愚记贸易有限公司    9720899.0   \n",
       "1   5bfe910574719d35745abfa303a.png               3M中国    7864451.0   \n",
       "2   5bfe916674719d35745ad29703a.png               康方生物    8275623.0   \n",
       "3   60e2fe0bf3df194a3c48adb502u.png         某国内大型快消品公司          NaN   \n",
       "4   6260c4f2d16c9b55d258a16501u.png               京邦集团    9730786.0   \n",
       "5   6441ff67c063625b1d3bc6c104u.png       江苏知原药业股份有限公司   12568645.0   \n",
       "6   64464ce8f14c1769ed8f0a7403u.png     广州越秀金融控股集团有限公司    8136395.0   \n",
       "7   60f0012c66b5e17b60aa022905u.png                一品红    8788514.0   \n",
       "8   61b07937d0458d53c627567e02u.jpg               态创生物   13113895.0   \n",
       "9   59b6035970324a7f8c9d651306a.jpg                租租车    8082331.0   \n",
       "10  624a9b1378302f2c469582d607u.png             广州乐牛游戏    8166526.0   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png          某广州电子商务公司          NaN   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png          某广州电子商务公司          NaN   \n",
       "13  61a5bb22f96ca95918aa2e9206u.png       广东森宝文化实业有限公司   13001749.0   \n",
       "14  5bfea0bd74719d2aa34c05b003a.png       广州天迅网络科技有限公司    9257569.0   \n",
       "15  60e2fe0bf3df194a3c48adb502u.png         某广州大型互联网公司          NaN   \n",
       "16  60e2fe0bf3df194a3c48adb502u.png          某广州电子商务公司          NaN   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png        某广州医疗设备上市公司          NaN   \n",
       "18  60e2fe0bf3df194a3c48adb502u.png       某大型知名家具/家居公司          NaN   \n",
       "19  60f919edecacff0bd07ea1c308u.jpg               卓术信息    9249321.0   \n",
       "20  5fd9ac8a1721db2a11d6bfe501u.png               亮健集团    8947527.0   \n",
       "21  60646aae992c4240ea9983b905u.png               爆米科技   10239197.0   \n",
       "22  5de9b7cf276e4871f4155d2a08u.jpg               至真信息    8835306.0   \n",
       "23  624a9b1378302f2c469582d607u.png             广州乐牛游戏    8166526.0   \n",
       "24  61b07937d0458d53c627567e02u.jpg         广州奥昆食品有限公司   13103111.0   \n",
       "25  5bfea2fc74719d2aa34c73fb03a.png         广东亿迅科技有限公司     552933.0   \n",
       "26  60d97ac1208b48306211569801u.png  千里眼(广州)人工智能科技有限公司   12155019.0   \n",
       "27  60e2fe0bf3df194a3c48adb502u.png        某上海大型专业服务公司          NaN   \n",
       "28  5bfea60174719d2aa34cf03003a.png               浦发银行    8790445.0   \n",
       "29  62eb718e29badd322a14498d03u.png           LINSY 林氏    8134400.0   \n",
       "30  635f3558bc4bee6f5c71877b04u.png               数字广东    9541320.0   \n",
       "31  60e2fe0bf3df194a3c48adb502u.png    某国内大型食品/饮料/酒水公司          NaN   \n",
       "32  5bfe916674719d35745ad29703a.png               康方生物    8275623.0   \n",
       "33  61b07937d0458d53c627567e02u.jpg       广东南粤云视科技有限公司   12258925.0   \n",
       "34  64141391806a31252e26f21803u.png              法拉达集团   12727549.0   \n",
       "35  634f899ab0584d35822417cb06u.png    文峰荟(广州)企业管理有限公司   13297665.0   \n",
       "36  61b07937d0458d53c627567e02u.jpg        广州交易所集团有限公司   13126133.0   \n",
       "37  58e712317032d65ebc55a8ea05a.jpg         广东金朋科技有限公司    8306654.0   \n",
       "38  6242b195ca47ff43908033f907u.png           广电运通金融电子    8547388.0   \n",
       "39  61b07937d0458d53c627567e02u.jpg     广州智都投资控股集团有限公司   13183547.0   \n",
       "\n",
       "   comp.compScale                                 comp.link comp.compIndustry  \\\n",
       "0          50-99人   https://www.liepin.com/company/9720899/             批发/零售   \n",
       "1        10000人以上   https://www.liepin.com/company/7864451/                化工   \n",
       "2      2000-5000人   https://www.liepin.com/company/8275623/                制药   \n",
       "3      2000-5000人                                                          日化   \n",
       "4        100-499人   https://www.liepin.com/company/9730786/       电子/半导体/集成电路   \n",
       "5        100-499人  https://www.liepin.com/company/12568645/                制药   \n",
       "6        100-499人   https://www.liepin.com/company/8136395/          基金/证券/期货   \n",
       "7        500-999人   https://www.liepin.com/company/8788514/                制药   \n",
       "8        100-499人  https://www.liepin.com/company/13113895/              生物技术   \n",
       "9      1000-2000人   https://www.liepin.com/company/8082331/               互联网   \n",
       "10       500-999人   https://www.liepin.com/company/8166526/                游戏   \n",
       "11       100-499人                                                        电子商务   \n",
       "12       100-499人                                                        电子商务   \n",
       "13     1000-2000人  https://www.liepin.com/company/13001749/               工艺品   \n",
       "14       100-499人   https://www.liepin.com/company/9257569/             计算机软件   \n",
       "15     1000-2000人                                                         互联网   \n",
       "16       100-499人                                                        电子商务   \n",
       "17       500-999人                                                        医疗器械   \n",
       "18       10000人以上                                                       家具/家居   \n",
       "19         50-99人   https://www.liepin.com/company/9249321/              科技金融   \n",
       "20       500-999人   https://www.liepin.com/company/8947527/              电子商务   \n",
       "21       500-999人  https://www.liepin.com/company/10239197/              电子商务   \n",
       "22       100-499人   https://www.liepin.com/company/8835306/               互联网   \n",
       "23       500-999人   https://www.liepin.com/company/8166526/                游戏   \n",
       "24     1000-2000人  https://www.liepin.com/company/13103111/          食品/饮料/酒水   \n",
       "25     2000-5000人    https://www.liepin.com/company/552933/             计算机软件   \n",
       "26         50-99人  https://www.liepin.com/company/12155019/              人工智能   \n",
       "27       10000人以上                                                      人力资源服务   \n",
       "28     2000-5000人   https://www.liepin.com/company/8790445/                银行   \n",
       "29    5000-10000人   https://www.liepin.com/company/8134400/              电子商务   \n",
       "30     2000-5000人   https://www.liepin.com/company/9541320/               互联网   \n",
       "31     2000-5000人                                                    食品/饮料/酒水   \n",
       "32     2000-5000人   https://www.liepin.com/company/8275623/                制药   \n",
       "33          1-49人  https://www.liepin.com/company/12258925/             批发/零售   \n",
       "34       500-999人  https://www.liepin.com/company/12727549/          汽车零部件及配件   \n",
       "35       500-999人  https://www.liepin.com/company/13297665/              电子商务   \n",
       "36       100-499人  https://www.liepin.com/company/13126133/          基金/证券/期货   \n",
       "37       100-499人   https://www.liepin.com/company/8306654/              智能硬件   \n",
       "38       10000人以上   https://www.liepin.com/company/8547388/             计算机软件   \n",
       "39         50-99人  https://www.liepin.com/company/13183547/           其他商务服务业   \n",
       "\n",
       "                                           job.labels  job.salary  ...  \\\n",
       "0                                  [产品开发, 产品规划, 产品运营]  10-15k·13薪  ...   \n",
       "1                                              [牙齿正畸]  10-14k·14薪  ...   \n",
       "2                                              [泌尿外科]  25-30k·14薪  ...   \n",
       "3                                  [市场营销, 产品管理, 产品开发]      25-30k  ...   \n",
       "4                                       [供应链产品, 数据分析]    5-7k·13薪  ...   \n",
       "5                                              [数据分析]      16-20k  ...   \n",
       "6               [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]      20-40k  ...   \n",
       "7                                              [产品规划]      12-21k  ...   \n",
       "8                                              [生物科技]  20-40k·14薪  ...   \n",
       "9                               [旅游产品, to C, OTA, 英文]  12-20k·13薪  ...   \n",
       "10  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]      15-30k  ...   \n",
       "11                                             [工具产品]      15-24k  ...   \n",
       "12                                             [工具产品]      15-24k  ...   \n",
       "13              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]      12-15k  ...   \n",
       "14              [工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]       8-13k  ...   \n",
       "15                                         [NFC, 一卡通]      20-30k  ...   \n",
       "16                                             [工具产品]      15-24k  ...   \n",
       "17                                                 []      30-50k  ...   \n",
       "18                             [产品经理, MCS系统, B2B报价系统]      10-15k  ...   \n",
       "19                                             [数据分析]  15-20k·13薪  ...   \n",
       "20             [产品设计, axure, visio, xmind, erp, 需求分析]       7-12k  ...   \n",
       "21   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]  15-30k·13薪  ...   \n",
       "22                                      [工具产品, 移动端产品]      15-25k  ...   \n",
       "23                                                 []   8-15k·13薪  ...   \n",
       "24                                                 []      15-25k  ...   \n",
       "25                                         [云网编排, 电信]      12-25k  ...   \n",
       "26                                       [产品设计, 需求分析]      12-20k  ...   \n",
       "27  [AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...  17-22k·13薪  ...   \n",
       "28                                                 []      15-30k  ...   \n",
       "29                                                 []      12-20k  ...   \n",
       "30                                [IT互联网, 用户研究, 市场调研]  18-28k·16薪  ...   \n",
       "31                     [AI人工智能产品, IT互联网, 电子商务, 批发/零售]  15-22k·13薪  ...   \n",
       "32                                                 []      20-40k  ...   \n",
       "33                          [广电行业, 大B端, 售前技术支持, 解决方案]      10-15k  ...   \n",
       "34                     [汽车行业, 竞品分析, 产品规划, 团队管理, 市场调研]      12-16k  ...   \n",
       "35                   [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  ...   \n",
       "36  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...  10-16k·15薪  ...   \n",
       "37      [计算机软件, IT互联网, 产品设计, 移动端产品, 产品规划, 交互设计, 原型设计]  18-25k·13薪  ...   \n",
       "38                                [交互设计, Axure, 用户研究]      10-18k  ...   \n",
       "39                                                 []      10-20k  ...   \n",
       "\n",
       "   job.requireEduLevel  job.requireWorkYears recruiter.recruiterName  \\\n",
       "0                   大专                  1-3年                     刘女士   \n",
       "1                 统招本科                  1-3年                     徐女士   \n",
       "2                   硕士                  1-3年                     刘先生   \n",
       "3                本科及以上                  1-3年                     孙女士   \n",
       "4                   大专                  1-3年                     杜先生   \n",
       "5                   本科                  1-3年                     徐女士   \n",
       "6                   硕士                  1-3年                     方女士   \n",
       "7                   本科                  1-3年                     庞先生   \n",
       "8                 统招本科                  1-3年                     谭先生   \n",
       "9                   本科                  1-3年                     梁女士   \n",
       "10                统招本科                  1-3年                      文饶   \n",
       "11               本科及以上                  1-3年                     张女士   \n",
       "12               本科及以上                  1-3年                     张女士   \n",
       "13                  本科                  1-3年                     黄女士   \n",
       "14                  大专                  1-3年                     陈女士   \n",
       "15                统招本科                  1-3年                     秦先生   \n",
       "16                学历不限                  1-3年                     张女士   \n",
       "17               硕士及以上                  1-3年                     王女士   \n",
       "18               本科及以上                  1-3年                     王女士   \n",
       "19                  本科                  1-3年                     陈女士   \n",
       "20                  大专                  1-3年                     李女士   \n",
       "21                  本科                  1-3年                     梁女士   \n",
       "22                  本科                  1-3年                     康女士   \n",
       "23                  本科                  1-3年                     吴女士   \n",
       "24                  本科                  1-3年                     林女士   \n",
       "25                  本科                  1-3年                     张女士   \n",
       "26                  本科                  1-3年                     朱女士   \n",
       "27               本科及以上                  1-3年                     刘先生   \n",
       "28                统招本科                  1-3年                     陈女士   \n",
       "29                  本科                  1-3年                     郑女士   \n",
       "30                  本科                  1-3年                     刘女士   \n",
       "31                统招本科                  1-3年                     曹先生   \n",
       "32                统招本科                  1-3年                     邓女士   \n",
       "33                  大专                  1-3年                     梁女士   \n",
       "34                  大专                  1-3年                     高女士   \n",
       "35                统招本科                  1-3年                     王女士   \n",
       "36                统招本科                  1-3年                     陈女士   \n",
       "37                统招本科                  1-3年                     何女士   \n",
       "38                  本科                  1-3年                     屈女士   \n",
       "39                统招本科                  1-3年                     齐女士   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                      人事经理  e478580dede58f33b410edb79f6d12d0   \n",
       "1        recruiting manager  f51c1d2e9c63ee702eb20f824463cbc5   \n",
       "2                高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       "3                      猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       "4                            c8d145acb0a3162c59941f318d428c38   \n",
       "5                      招聘经理  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       "6                  高级人力资源经理  957da5d54f0e05cf25285db46809d2f1   \n",
       "7                      招聘经理  cb4f864075f8397e2ebcc61831f46d45   \n",
       "8                      招聘专员  42d729da7b77447d94ee8f73bffdc0cd   \n",
       "9                    人力资源主管  3fcd2f12b166bad5fdacd2bbba7fbaf4   \n",
       "10                     招聘专员  ba92c288ac646d9975818ed14bd0d05e   \n",
       "11                     猎头顾问  0dfca8bd388cf67f1995baa6429364e4   \n",
       "12                     猎头顾问  0dfca8bd388cf67f1995baa6429364e4   \n",
       "13                  人力行政实习生  93dd604f1509212fa3eb4df9e13b6d62   \n",
       "14                  人力资源负责人  1cb765d37bd0684eff1ae1f928339e0b   \n",
       "15                     猎头顾问  2811825ea5bfeb820b7c63a6104db6fb   \n",
       "16                     猎头顾问  0dfca8bd388cf67f1995baa6429364e4   \n",
       "17                     猎头顾问  1f85cb9fa2d342ded02e1a3cb9420619   \n",
       "18                     猎头顾问  565849ded1b9b95e377539f79c05e41c   \n",
       "19             广州卓术信息科技有限公司  41a7ab5db2267b7a7086e5281ecdcd6d   \n",
       "20                     招聘专员  d065b1daa7bcb84ae6c40ac9e0b1d9fc   \n",
       "21                     hrbp  a2d2354bf657634e4912f8ab59d2cc03   \n",
       "22                       招聘  626782c0f12b3069230926edcca89924   \n",
       "23                       HR  0042dacfb48178e98761eb2ffb64e351   \n",
       "24                           bfc28207e2f1179886f470d24295fcbf   \n",
       "25                     招聘管理  08e4b7710d87386c452b3baea68b57ec   \n",
       "26                     行政专员  d23bfd561d4618fd321935c5956f05c6   \n",
       "27                     猎头顾问  650041927c39da8d4d33c7d4c3febfb0   \n",
       "28                    人力资源部  f3b6bdf2ce40fc5ff3a020d01df02f01   \n",
       "29                   高级招聘bp  22196dddc475ff27dbf195b55ab30d93   \n",
       "30                     招聘专员  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       "31                     猎头顾问  bc5aeb6fbe53ec20a08be7d47ba8d3cf   \n",
       "32                       HR  42a2c62bf934a3d99dabcf9dd14166d8   \n",
       "33                     人事经理  203c2af18445f220d3d49f48cd931310   \n",
       "34                           2c2d9749c6055414331aa67c6f17f0ea   \n",
       "35                     人事专员  e36552938188a1aad74c93eafadb8eb7   \n",
       "36                           54cbd070baed9f4ed723ded599efb12c   \n",
       "37                      招聘者  a420e7b8656078a5fda650f26cc8a64e   \n",
       "38                   人力资源专员  d240723b0e912c8397fdbbeae47fcb1b   \n",
       "39                人力资源经理/主管  9224e21535a0770f9d45710a02ad2182   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0              False  561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       "1              False  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       "2              False  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       "3              False  9cfdabc8878349689809d03804875792                    2   \n",
       "4              False  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "5              False  529552300bc2bc6e160bef405ccde8ba                    2   \n",
       "6              False  4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       "7              False  883cd419b3e5fda8befa578784e31c32                    2   \n",
       "8              False  f7db13688dbb016edf514c63e89fb1b8                    2   \n",
       "9              False  771cd76556a28fdf9ccf3dc45f6d7696                    2   \n",
       "10             False  7d9de10d9f7b0a9c9941166e65ebdb6f                    2   \n",
       "11             False  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "12             False  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "13             False  4dd9c611f28fb31268c56fcc9b2af6cb                    2   \n",
       "14             False  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       "15             False  c19a3d02ddef3222e70dc0cfcb4da503                    2   \n",
       "16             False  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "17             False  aff648644d2a1229fa1c74c9d557610b                    2   \n",
       "18             False  9f14288df001c0c215bfaefec8d20490                    2   \n",
       "19             False  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       "20             False  a7c1274d81ffbd5c8fa263ed17de85b1                    2   \n",
       "21             False  b9f180babb88d8c1d6a9d1214a39013b                    2   \n",
       "22             False  419e123d9f6bdaed6dadb487287a091a                    2   \n",
       "23             False  03e8d37d540f7aacac365a663ca833da                    2   \n",
       "24             False  207c380fb07ddad3e7b657921b02bb93                    2   \n",
       "25             False  69dd5aa7404662acbf1edd1f3249a09c                    2   \n",
       "26             False  fc94b91b540b7f07cde5ca55a88b4d39                    2   \n",
       "27             False  4599fb70152beed2e89ee1fba507436c                    2   \n",
       "28             False  a6ecbb8d620b5506c1bd2b3e9fec8144                    2   \n",
       "29             False  fba4b11d39f91cd7cc809655362a8e54                    2   \n",
       "30             False  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       "31             False  1ea5a0993d3cd147540202c0778f1521                    2   \n",
       "32             False  34bca69415136074d2e7a31c096a5fc3                    2   \n",
       "33             False  0b64dd773d32df38485f40b921d561e1                    2   \n",
       "34             False  c8bd9abf943f92a1cde5ca55a88b4d39                    2   \n",
       "35             False  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       "36             False  a2afe536821a6213835da8f121f93219                    2   \n",
       "37             False  788ad4c44fc46bc0ac4acac916df0e35                    2   \n",
       "38             False  ae4d6cfa4ade940c9b424d05e277c733                    2   \n",
       "39             False  2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compStage  \n",
       "0    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "1    5d639dabd0718579c6ce8cec04u.jpg            NaN  \n",
       "2    5f8f986aea60860b75384fab08u.jpg           港股上市  \n",
       "3   6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       "4    5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "5    5f8f9865ea60860b75384fa508u.jpg             D轮  \n",
       "6    5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       "7    5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市  \n",
       "8    6423908b3bc4c916d465997108u.png             A轮  \n",
       "9    5f8f9863f6d1ab58476f246a08u.jpg             D轮  \n",
       "10   5f8f986c79c7cc70efbf36c808u.jpg            NaN  \n",
       "11   6408280fb792580455b2e08001u.png             其他  \n",
       "12   6408280fb792580455b2e08001u.png             其他  \n",
       "13   63ec2b240a1ead27bd40dc1505u.png            NaN  \n",
       "14   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       "15   625e156c9acaf0067ad22cbb08u.jpg          融资未公开  \n",
       "16   6408280fb792580455b2e08001u.png             其他  \n",
       "17   6246e8b3bc8c77795d23422d03u.png            已上市  \n",
       "18   5d541bac4ebeb1284dfb924f06u.jpg            已上市  \n",
       "19   5f8f986779c7cc70efbf36c008u.jpg          融资未公开  \n",
       "20   5f8f98648dbe6273dcf8515508u.jpg           战略投资  \n",
       "21   5f8f9863f6d1ab58476f246a08u.jpg             B轮  \n",
       "22   5de9b8bfcd52473b94f2fba308u.jpg             A轮  \n",
       "23   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "24   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "25   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "26   5f8f9866dfb13a7dee342f1808u.jpg             A轮  \n",
       "27  6307358dfcd8e70344dcd0aa02u.jpeg          不需要融资  \n",
       "28   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "29   5f8f9866dfb13a7dee342f1808u.jpg             B轮  \n",
       "30   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "31   643de937ffcb574c11fc7efa02u.png          融资未公开  \n",
       "32   5f8f9865ea60860b75384fa508u.jpg           港股上市  \n",
       "33   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "34   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "35   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       "36   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       "37   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "38   5f8f9866dfb13a7dee342f1808u.jpg         沪深A股上市  \n",
       "39   5f8f9865ea60860b75384fa508u.jpg          融资未公开  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d9a8100",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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